{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "选择动作使用dqn，使用target_dqn获取所dqn选动作的值\n",
    "\n",
    "在第一次实现的时候碰到了一个很难察觉的错误忘记乘上(1-done)了，这时候的reward和loss是这样的\n",
    "![doubleDQN_without_1-done](../assets/doubleDQN_without_1-done.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import gym\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from IPython.display import clear_output\n",
    "from torch.nn.utils import clip_grad_norm_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ReplayBuffer:\n",
    "    def __init__(self, column, max_size, batch_size):\n",
    "        self.current_state = np.zeros((max_size, column), dtype=np.float32)\n",
    "        self.next_state = np.zeros((max_size, column), dtype=np.float32)\n",
    "        self.action = np.zeros(max_size, dtype=np.float32)\n",
    "        self.reward = np.zeros(max_size, dtype=np.float32)\n",
    "        self.done = np.zeros(max_size,dtype=np.float32)\n",
    "        self.max_size, self.batch_size = max_size, batch_size\n",
    "        self.size, self.current_index = 0, 0\n",
    "    \n",
    "    def store(self, current_state, action, next_state, reward, done):\n",
    "        self.current_state[self.current_index] = current_state\n",
    "        self.action[self.current_index] = action\n",
    "        self.next_state[self.current_index] = next_state\n",
    "        self.reward[self.current_index] = reward\n",
    "        self.done[self.current_index] = done\n",
    "        self.current_index = (self.current_index + 1) % self.max_size\n",
    "        self.size = min(self.size + 1, self.max_size)\n",
    "    \n",
    "    def sample_batch(self):\n",
    "        ptr = np.random.choice(self.size, self.batch_size)\n",
    "        return dict(current_state=self.current_state[ptr],\n",
    "                    next_state=self.next_state[ptr],\n",
    "                    action=self.action[ptr],\n",
    "                    reward=self.reward[ptr],\n",
    "                    done=self.done[ptr]\n",
    "        )\n",
    "    \n",
    "    def __len__(self):\n",
    "        return self.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Network(nn.Module):\n",
    "    def __init__(self, in_dim, out_dim):\n",
    "        super(Network, self).__init__()\n",
    "        \n",
    "        self.layers = nn.Sequential(\n",
    "            nn.Linear(in_dim, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, out_dim)\n",
    "        )\n",
    "    def forward(self,x):\n",
    "        return self.layers(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8375066d30>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_epsilon = 0.05\n",
    "max_epsilon = 1\n",
    "epsilon_decay = 30\n",
    "epsilon_episode = lambda episode : min_epsilon + np.exp(-episode / epsilon_decay)*0.95\n",
    "plt.plot([epsilon_episode(x) for x in range(600)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = gym.make('CartPole-v1')\n",
    "\n",
    "seed = 777\n",
    "\n",
    "def seed_torch(seed):\n",
    "    torch.manual_seed(seed)\n",
    "    if torch.backends.cudnn.enabled:\n",
    "        torch.backends.cudnn.benchmark = False\n",
    "        torch.backends.cudnn.deterministic = True\n",
    "\n",
    "np.random.seed(seed)\n",
    "seed_torch(seed)\n",
    "env.seed(seed)        \n",
    "\n",
    "batch_size = 32\n",
    "max_size = 1000\n",
    "memory = ReplayBuffer(env.observation_space.shape[0], max_size, batch_size)\n",
    "\n",
    "device = torch.device(\"cuda:1\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "network = Network(env.observation_space.shape[0],env.action_space.n).to(device)\n",
    "target_network = Network(env.observation_space.shape[0],env.action_space.n).to(device)\n",
    "target_network.load_state_dict(network.state_dict())\n",
    "target_network.eval()#把train设置为false，默认为true。可通过target_network.train()将train设置回true\n",
    "\n",
    "optimizer = optim.Adam(network.parameters(), lr=1e-2)\n",
    "\n",
    "gamma = 0.99\n",
    "target_update = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_action(episode, state):\n",
    "    if np.random.random_sample() > epsilon_episode(episode):\n",
    "        selected_action = network(torch.FloatTensor(state).to(device)).argmax().detach().cpu().numpy()\n",
    "    else:\n",
    "        selected_action = env.action_space.sample()\n",
    "    return selected_action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train():\n",
    "    samples = memory.sample_batch()\n",
    "    state = torch.FloatTensor(samples[\"current_state\"]).to(device).to(device)\n",
    "    next_state = torch.FloatTensor(samples[\"next_state\"]).to(device)\n",
    "    action = torch.LongTensor(samples[\"action\"].reshape(-1, 1)).to(device)#LongTensor\n",
    "    reward = torch.FloatTensor(samples[\"reward\"].reshape(-1, 1)).to(device)\n",
    "    done = torch.FloatTensor(samples[\"done\"].reshape(-1, 1)).to(device)\n",
    "    \n",
    "    #main changes\n",
    "    current_Q_value = network(state).gather(1, action)\n",
    "    next_action = network(next_state).argmax(1, keepdim=True)\n",
    "    next_Q_value = target_network(next_state).gather(1,next_action).detach()\n",
    "    \n",
    "    target = (reward + gamma*next_Q_value*(1 - done)).to(device)\n",
    "    loss = ((target - current_Q_value).pow(2)).mean()\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    clip_grad_norm_(network.parameters(),1.0,norm_type=1) # Gradient clipping(增加稳定性)\n",
    "    optimizer.step()\n",
    "    return loss.item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_reward(frame_idx, rewards, losses):\n",
    "    clear_output(True)\n",
    "    plt.figure(figsize=(18,10))\n",
    "    plt.subplot(211)\n",
    "    plt.title('frame %s. mean_reward: %s'%(frame_idx, np.mean(rewards[-10:])))\n",
    "    plt.plot(rewards)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.ylabel('reward')\n",
    "    plt.subplot(212)\n",
    "    plt.plot(losses)\n",
    "    plt.ylabel('loss')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5min 2s, sys: 8.06 s, total: 5min 10s\n",
      "Wall time: 5min 39s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "all_rewards = []\n",
    "losses = []\n",
    "update_count = 0\n",
    "\n",
    "for episode in range(600):\n",
    "    state, rewards = env.reset(), 0\n",
    "    for i in range(10000):\n",
    "        action = select_action(episode, state)\n",
    "        next_state, reward, done, _ = env.step(action)\n",
    "        memory.store(state, action, next_state, reward, done)\n",
    "        state = next_state\n",
    "        rewards += reward\n",
    "        if done:\n",
    "            break\n",
    "        if len(memory) > batch_size:\n",
    "            loss = train()\n",
    "            update_count += 1\n",
    "            losses.append(loss)\n",
    "            if update_count % target_update == 0:\n",
    "                target_network.load_state_dict(network.state_dict())     \n",
    "    all_rewards.append(rewards)\n",
    "plot_reward(episode,all_rewards,losses)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
